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<a href="stats__instances_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;</div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#ifndef  __STATS_INSTANCES_HPP</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#define  __STATS_INSTANCES_HPP</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span>      <span class="comment">// std::pair, std::make_pair</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="container__instance_8hpp.html">container_instance.hpp</a>&quot;</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="linear__algebra__level1_8hpp.html">linear_algebra_level1.hpp</a>&quot;</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="linear__algebra__level2_8hpp.html">linear_algebra_level2.hpp</a>&quot;</span></div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="matrix__operation_8hpp.html">matrix_operation.hpp</a>&quot;</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include  &quot;<a class="code" href="common_8hpp.html">common.hpp</a>&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="verbose__global_8hpp.html">verbose_global.hpp</a>&quot;</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacestats.html">stats</a> {</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;   </div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE, </div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;           <span class="keyword">typename</span> T_FEATURE_NUM</div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;           &gt;</div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="keywordtype">void</span> </div><div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">meanVector</a></div><div class="line"><a name="l00055"></a><span class="lineno"><a class="line" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">   55</a></span>&#160;(T_FEATURE            *aoarrayt_mean,</div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160; <span class="keyword">const</span> T_FEATURE_NUM  ait_feactureNum,</div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160; <span class="keyword">const</span> T_FEATURE_SUM  *aiarrayt_feactureSum,</div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160; <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>        aiu_idxVector  = 0</div><div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160; )</div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;{</div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::meanVector&quot;</span>;</div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output T_FEATURE *aoarrayt_mean[&quot;</span> &lt;&lt; aoarrayt_mean &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  const T_FEATURE_NUM  ait_feactureNum = &quot;</span> </div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;              &lt;&lt; ait_feactureNum &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  T_FEATURE_SUM *aiarrayt_feactureSum[&quot;</span> </div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;              &lt;&lt; aiarrayt_feactureSum &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    </div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    std::ostringstream lostrstream_labelSum;</div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;    lostrstream_labelSum &lt;&lt; <span class="stringliteral">&quot;&lt;SUMFEACTURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;    </div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;      (aiarrayt_feactureSum,</div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;       aiarrayt_feactureSum + <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;       std::cout,</div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;       lostrstream_labelSum.str().c_str(),</div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;       );</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;\ninput  const uintidx aiu_idxVector = &quot;</span></div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;              &lt;&lt; aiu_idxVector &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;  }</div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;</div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    (aoarrayt_mean,</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;     T_FEATURE(0),</div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;     );</div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;  <a class="code" href="namespaceinterfacesse.html#ae3f94c42a59db65b2941dbfc9f449ea1">interfacesse::axpyInv</a></div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;    (aoarrayt_mean,</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;     ait_feactureNum,</div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;     aiarrayt_feactureSum,</div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;     );</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    std::ostringstream lostrstream_labelMean;</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    lostrstream_labelMean &lt;&lt; <span class="stringliteral">&quot;&lt;MEANFEACTURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    </div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;      (aoarrayt_mean,</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;       aoarrayt_mean + <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;       std::cout,</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;       lostrstream_labelMean.str().c_str(),</div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;       );</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;  }</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;}</div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;</div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;           &gt;</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;<span class="keywordtype">void</span> </div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;<a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">sumFeactures</a></div><div class="line"><a name="l00141"></a><span class="lineno"><a class="line" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">  141</a></span>&#160;(T_FEATURE_SUM          *aoarrayt_sumFeactures,</div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160; INPUT_ITERATOR         aiiterator_instfirst,</div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR   aiiterator_instlast,</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160; <span class="keyword">const</span> T_FEATURE        ait_initialValue </div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160; )</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;{</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::sumFeactures&quot;</span>;</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;              &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;              &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;  }</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;  </div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    (aoarrayt_sumFeactures,</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;     T_FEATURE_SUM(ait_initialValue),</div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;     );</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;</div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;    <span class="keyword">const</span> <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;      (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;    </div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;      (aoarrayt_sumFeactures,</div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;       T_FEATURE(1),</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;       );</div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;  }</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;  </div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;</div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    </div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    std::ostringstream lostrstream_labelSum;</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;    lostrstream_labelSum &lt;&lt; <span class="stringliteral">&quot;&lt;SUMFEACTURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;      </div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;      (aoarrayt_sumFeactures,</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;       aoarrayt_sumFeactures+<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;       std::cout,</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;       lostrstream_labelSum.str().c_str(),</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;       );</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;  }</div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES  </span></div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;}</div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;</div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;           <span class="keyword">typename</span> FUNCTIONFREQ</div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;           &gt;</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;<a class="code" href="namespacestats.html#a613d1db29f5e2b636315f547fb1ba89a">sumFeacturesFreq</a></div><div class="line"><a name="l00221"></a><span class="lineno"><a class="line" href="namespacestats.html#a613d1db29f5e2b636315f547fb1ba89a">  221</a></span>&#160;(T_FEATURE_SUM         *aoarrayt_sumFeactures,</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160; INPUT_ITERATOR        aiiterator_instfirst,</div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR  aiiterator_instlast,</div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160; <span class="keyword">const</span> T_FEATURE       ait_initialValue,</div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160; <span class="keyword">const</span> FUNCTIONFREQ    func_freq</div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160; )</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;{</div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::sumFeacturesFreq&quot;</span>;</div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;              &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;              &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;  }</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;  <span class="keyword">typedef</span> decltype(func_freq(*aiiterator_instfirst)) FreqType;</div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;</div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_numInstances = 0;</div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;  </div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    (aoarrayt_sumFeactures,</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;     T_FEATURE_SUM(ait_initialValue),</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;     );</div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;    </div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;    <span class="keyword">const</span> <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*</div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;      linst_inter =  <span class="keyword">static_cast&lt;</span><a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*<span class="keyword">&gt;</span>(*aiiterator_instfirst);</div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;    </div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;    FreqType lit_freqInst = func_freq(*aiiterator_instfirst);</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;    </div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;    luintidx_numInstances += lit_freqInst;</div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;      (aoarrayt_sumFeactures,</div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;#<span class="keywordflow">if</span>  <a class="code" href="datatype__instance__integer_8hpp.html#a6d657743c04f034ae4a883461c64ece4">DATATYPE_CENTROIDS_ROUND</a> == 0</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;       (T_FEATURE_SUM) lit_freqInst,</div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;#<span class="keywordflow">else</span></div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;       lit_freqInst,</div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;#endif <span class="comment">//DATATYPE_CENTROIDS_ROUND</span></div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;       );</div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;  }</div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;  </div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;</div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; luintidx_numInstances = &quot;</span> &lt;&lt;  luintidx_numInstances &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;    </div><div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;    std::ostringstream lostrstream_labelSum;</div><div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;    lostrstream_labelSum &lt;&lt; <span class="stringliteral">&quot;&lt;SUMFEACTURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;      </div><div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      (aoarrayt_sumFeactures,</div><div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;       aoarrayt_sumFeactures+ <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;       std::cout,</div><div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;       lostrstream_labelSum.str().c_str(),</div><div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;       );</div><div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;  }</div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;</div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;  <span class="keywordflow">return</span> luintidx_numInstances;</div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;}</div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div><div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;</div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE, </div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;           &gt;</div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;std::vector&lt;T_FEATURE&gt;</div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;<a class="code" href="namespacestats.html#a9997daae39cbd737fb66c52d182e8e6b">meanRow</a></div><div class="line"><a name="l00310"></a><span class="lineno"><a class="line" href="namespacestats.html#a9997daae39cbd737fb66c52d182e8e6b">  310</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>&amp; aimatrixrowt_instances)</div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;{</div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::meanRow&quot;</span>;</div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input const mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixrowt_instances[&quot;</span></div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;              &lt;&lt; &amp;aimatrixrowt_instances &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;  }</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;  </div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;  std::vector&lt;T_FEATURE&gt;     </div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;    lovectort_mean</div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;    (aimatrixrowt_instances.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_i = 0; luintidx_i &lt; aimatrixrowt_instances.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); ++luintidx_i) {</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;    </div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;    T_FEATURE_SUM lt_sumRow = </div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a></div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      (aimatrixrowt_instances.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_i),</div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;       aimatrixrowt_instances.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;       );</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;    </div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;<span class="preprocessor">#if  DATATYPE_CENTROIDS_ROUND == 0</span></div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    </div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;    lovectort_mean[luintidx_i] = lt_sumRow / (T_FEATURE) aimatrixrowt_instances.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>();</div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;</div><div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;<span class="preprocessor">#else</span></div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;    </div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;    <a class="code" href="datatype__instance__integer_8hpp.html#a54011d8dea2721bfe1dfbb12eb861fc8">DATATYPE_REAL</a> lt_tmp =</div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;      (<a class="code" href="datatype__instance__integer_8hpp.html#a54011d8dea2721bfe1dfbb12eb861fc8">DATATYPE_REAL</a>) lt_sumRow / (<a class="code" href="datatype__instance__integer_8hpp.html#a54011d8dea2721bfe1dfbb12eb861fc8">DATATYPE_REAL</a>) aimatrixrowt_instances.getNumColums();</div><div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;    lovectort_mean[luintidx_i] = (T_FEATURE) std::round(lt_tmp);</div><div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;    </div><div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*DATATYPE_CENTROIDS_ROUND*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;    </div><div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;  }</div><div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;</div><div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;    std::ostringstream lostrstream_labelMeanFeatures;</div><div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;    lostrstream_labelMeanFeatures</div><div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;&lt;MEANROWFEATURES:&quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;lovectort_mean[&quot;</span> &lt;&lt; &amp;lovectort_mean &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;      (lovectort_mean.begin(),</div><div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;       lovectort_mean.end(),</div><div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;       std::cout,</div><div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;       lostrstream_labelMeanFeatures.str().c_str(),</div><div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;       );</div><div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;  }</div><div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;  </div><div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;  <span class="keywordflow">return</span> lovectort_mean; </div><div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;}</div><div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;</div><div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;           &gt;</div><div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;<span class="keywordtype">void</span> </div><div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;<a class="code" href="namespacestats.html#a6b3be9207e48f3af2c75ad45db17ac70">sumFeacturesSQ</a></div><div class="line"><a name="l00388"></a><span class="lineno"><a class="line" href="namespacestats.html#a6b3be9207e48f3af2c75ad45db17ac70">  388</a></span>&#160;(T_FEATURE_SUM         *aoarrayt_sumFeacturesSQ,</div><div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160; T_FEATURE             *aiarrayt_meanFeactures,</div><div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160; INPUT_ITERATOR        aiiterator_instfirst,</div><div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR  aiiterator_instlast</div><div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160; )</div><div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;{</div><div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::sumFeacturesSQ&quot;</span>;</div><div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;              &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;              &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;  }</div><div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;  </div><div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;    (aoarrayt_sumFeacturesSQ,</div><div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;     T_FEATURE_SUM(0),</div><div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;     );</div><div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160; </div><div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;      (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*)(*aiiterator_instfirst);</div><div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;    <span class="keyword">const</span> T_FEATURE  *larrayT_feacturesi = linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>();</div><div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  li_j = 0; li_j &lt; data::Instance&lt;T_FEATURE&gt;::getNumDimensions(); li_j++) {</div><div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      T_FEATURE lt_tmp =  larrayT_feacturesi[li_j] - aiarrayt_meanFeactures[li_j];</div><div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;      aoarrayt_sumFeacturesSQ[li_j] += T_FEATURE_SUM(lt_tmp * lt_tmp);</div><div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;    }</div><div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;  }</div><div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;</div><div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;    </div><div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;    std::ostringstream lostrstream_labelSum;</div><div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;    lostrstream_labelSum &lt;&lt; <span class="stringliteral">&quot;&lt;SUMSQFEACTURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;      </div><div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;      (aoarrayt_sumFeacturesSQ,</div><div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;       aoarrayt_sumFeacturesSQ+<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;       std::cout,</div><div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;       lostrstream_labelSum.str().c_str(),</div><div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;       );</div><div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;  }</div><div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES </span></div><div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;</div><div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;}</div><div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;</div><div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;</div><div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;           <span class="keyword">typename</span> FUNCTIONFREQ</div><div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;           &gt;</div><div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;<span class="keywordtype">void</span> </div><div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;<a class="code" href="namespacestats.html#a2f3cfb3a90ba9b5bdfe177054cdbde56">sumFeacturesFreqSQ</a></div><div class="line"><a name="l00464"></a><span class="lineno"><a class="line" href="namespacestats.html#a2f3cfb3a90ba9b5bdfe177054cdbde56">  464</a></span>&#160;(T_FEATURE_SUM         *aoarrayt_sumFeacturesSQ,</div><div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160; T_FEATURE             *aiarrayt_meanFeactures,</div><div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160; INPUT_ITERATOR        aiiterator_instfirst,</div><div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR  aiiterator_instlast,</div><div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160; <span class="keyword">const</span> FUNCTIONFREQ    func_freq</div><div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160; )</div><div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;{</div><div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::sumFeacturesFreqSQ&quot;</span>;</div><div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;              &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;              &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;  }</div><div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;</div><div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;    (aoarrayt_sumFeacturesSQ,</div><div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;     T_FEATURE_SUM(0),</div><div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;     );</div><div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160; </div><div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;      (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;    <span class="keyword">const</span> T_FEATURE  *larrayT_feacturesi =  linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>();</div><div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;    <span class="keyword">const</span> T_FEATURE lit_freqInst = (T_FEATURE) func_freq(*aiiterator_instfirst);</div><div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; data::Instance&lt;T_FEATURE&gt;::getNumDimensions(); li_j++)</div><div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;      {</div><div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;      T_FEATURE lt_tmp =</div><div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        lit_freqInst * larrayT_feacturesi[li_j] - aiarrayt_meanFeactures[li_j];</div><div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;      aoarrayt_sumFeacturesSQ[li_j] += T_FEATURE_SUM(lt_tmp * lt_tmp);</div><div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;    }</div><div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;  }</div><div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;    </div><div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;    </div><div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;    std::ostringstream lostrstream_labelSum;</div><div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;    lostrstream_labelSum &lt;&lt; <span class="stringliteral">&quot;&lt;SUMSQFEACTURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;      </div><div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;      (aoarrayt_sumFeacturesSQ,</div><div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;       aoarrayt_sumFeacturesSQ+<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;       std::cout,</div><div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;       lostrstream_labelSum.str().c_str(),</div><div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;       );</div><div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;  }</div><div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES </span></div><div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;</div><div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;}</div><div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;</div><div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;</div><div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE &gt; </div><div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;<a class="code" href="namespacestats.html#a27785e3066801ac0756112211985c941">varTodesvstd</a></div><div class="line"><a name="l00536"></a><span class="lineno"><a class="line" href="namespacestats.html#a27785e3066801ac0756112211985c941">  536</a></span>&#160;(T_FEATURE* aioarrayt_varTodesvstd)</div><div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;{</div><div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::varTodesvstd&quot;</span>;</div><div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  aioarrayt_varTodesvstd[&quot;</span> &lt;&lt;  aioarrayt_varTodesvstd &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;  }</div><div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;  </div><div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;<a class="code" href="namespacestats.html#a09587632e3c4855da191bc7439c593f0">std::transform</a></div><div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;    (aioarrayt_varTodesvstd,</div><div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;     aioarrayt_varTodesvstd+<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;     aioarrayt_varTodesvstd,</div><div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;     [](T_FEATURE lt_dim)</div><div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;     {</div><div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;       </div><div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;<span class="preprocessor">#if  DATATYPE_CENTROIDS_ROUND == 0</span></div><div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;</div><div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;       <span class="keywordflow">return</span> std::sqrt(lt_dim);</div><div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;</div><div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;<span class="preprocessor">#else</span></div><div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;</div><div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;       <a class="code" href="datatype__instance__integer_8hpp.html#a54011d8dea2721bfe1dfbb12eb861fc8">DATATYPE_REAL</a> lt_tmp = </div><div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;         (<a class="code" href="datatype__instance__integer_8hpp.html#a54011d8dea2721bfe1dfbb12eb861fc8">DATATYPE_REAL</a>) lt_dim;</div><div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;       lt_tmp = std::sqrt(lt_tmp);</div><div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;    </div><div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;       <span class="keywordflow">return</span>  (T_FEATURE) std::round(lt_tmp);</div><div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;</div><div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;<span class="preprocessor">#endif //DATATYPE_CENTROIDS_ROUND</span></div><div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;</div><div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;     }</div><div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;     );</div><div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;</div><div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;    std::ostringstream lostrstream_labelDesvStdFeatures;</div><div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;    lostrstream_labelDesvStdFeatures &lt;&lt; <span class="stringliteral">&quot;&lt;DESVSTDINSTANCE:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;      (aioarrayt_varTodesvstd,</div><div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;       aioarrayt_varTodesvstd+<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;       std::cout,</div><div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;       lostrstream_labelDesvStdFeatures.str().c_str(),</div><div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;       );</div><div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;  }</div><div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;  </div><div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;}</div><div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;</div><div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;</div><div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;</div><div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;           &gt;</div><div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;<span class="keywordtype">void</span> </div><div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;<a class="code" href="namespacestats.html#ad05deabf843908b6a0be813c39a346cd">minFeatures</a></div><div class="line"><a name="l00608"></a><span class="lineno"><a class="line" href="namespacestats.html#ad05deabf843908b6a0be813c39a346cd">  608</a></span>&#160;(T_FEATURE             *aoarrayt_minFeactures,</div><div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160; INPUT_ITERATOR        aiiterator_instfirst,</div><div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR  aiiterator_instlast</div><div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160; )</div><div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;{ </div><div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::minFeatures&quot;</span>;</div><div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;              &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;              &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;  }</div><div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"> </span></div><div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;</div><div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;  <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;    (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*)(*aiiterator_instfirst);</div><div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;  <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;    (aoarrayt_minFeactures,</div><div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;     linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;     <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;     );</div><div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;  ++aiiterator_instfirst;</div><div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;  </div><div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;    linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*)(*aiiterator_instfirst);</div><div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;    <span class="keyword">const</span> T_FEATURE *larrayT_feacturesi = linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>();</div><div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; data::Instance&lt;T_FEATURE&gt;::getNumDimensions(); li_j++)</div><div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;      {</div><div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;        <span class="keywordflow">if</span> ( larrayT_feacturesi[li_j] &lt; aoarrayt_minFeactures[li_j] )</div><div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;          aoarrayt_minFeactures[li_j] = larrayT_feacturesi[li_j];</div><div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;      }</div><div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;  }</div><div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;</div><div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;    std::ostringstream lostrstream_labelminFeatures;</div><div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;    lostrstream_labelminFeatures &lt;&lt; <span class="stringliteral">&quot;&lt;MINFEATURES:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;</div><div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;     <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;      (aoarrayt_minFeactures,</div><div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;       aoarrayt_minFeactures+<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;       std::cout,</div><div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;       lostrstream_labelminFeatures.str().c_str(),</div><div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;       );</div><div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;    </div><div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;  }</div><div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;</div><div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;}</div><div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;</div><div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;           &gt;</div><div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;<span class="keywordtype">void</span> </div><div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;<a class="code" href="namespacestats.html#a61fb958f0ffbfa6d41efd10f6e71f062">maxFeatures</a></div><div class="line"><a name="l00681"></a><span class="lineno"><a class="line" href="namespacestats.html#a61fb958f0ffbfa6d41efd10f6e71f062">  681</a></span>&#160;(T_FEATURE             *aoarrayt_maxFeactures,</div><div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160; INPUT_ITERATOR        aiiterator_instfirst,</div><div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR  aiiterator_instlast</div><div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160; )</div><div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;{ </div><div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::maxFeatures&quot;</span>;</div><div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;              &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;              &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;  }</div><div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"> </span></div><div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;</div><div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;  <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;    (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00703"></a><span class="lineno">  703</span>&#160;  <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;    (aoarrayt_maxFeactures,</div><div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;     linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;     <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;     );</div><div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;  ++aiiterator_instfirst;</div><div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;  </div><div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;    linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*)(*aiiterator_instfirst);</div><div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;    <span class="keyword">const</span> T_FEATURE *larrayT_feacturesi = linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>();</div><div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; data::Instance&lt;T_FEATURE&gt;::getNumDimensions() ; li_j++)</div><div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;      {</div><div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160; 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 </div><div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;}</div><div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160;</div><div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;</div><div class="line"><a name="l00749"></a><span class="lineno">  749</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR&gt;</div><div class="line"><a name="l00750"></a><span class="lineno">  750</span>&#160;<span class="keyword">auto</span> </div><div class="line"><a name="l00751"></a><span class="lineno">  751</span>&#160;<a class="code" href="namespacestats.html#a91d3e4bd49b1fdf4eaf355092becd6bc">matrixVarcovar</a></div><div class="line"><a name="l00752"></a><span class="lineno"><a class="line" href="namespacestats.html#a91d3e4bd49b1fdf4eaf355092becd6bc">  752</a></span>&#160;(INPUT_ITERATOR               aiiterator_instfirst,</div><div class="line"><a name="l00753"></a><span class="lineno">  753</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR         aiiterator_instlast</div><div class="line"><a name="l00754"></a><span class="lineno">  754</span>&#160; ) -&gt; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt; </div><div class="line"><a name="l00755"></a><span class="lineno">  755</span>&#160;{</div><div class="line"><a name="l00756"></a><span class="lineno">  756</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::matrixVarcovar&quot;</span>;</div><div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00759"></a><span class="lineno">  759</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160; 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<span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00766"></a><span class="lineno">  766</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00767"></a><span class="lineno">  767</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00768"></a><span class="lineno">  768</span>&#160;  }</div><div class="line"><a name="l00769"></a><span class="lineno">  769</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00770"></a><span class="lineno">  770</span>&#160;</div><div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;  </div><div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;       </div><div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;    lomatrixrowt_varcovar</div><div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;    (<a class="code" href="classdata_1_1_instance.html">data::Instance</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;::getNumDimensions(),</div><div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;::getNumDimensions()</div><div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;     );</div><div class="line"><a name="l00777"></a><span class="lineno">  777</span>&#160;</div><div class="line"><a name="l00778"></a><span class="lineno">  778</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;&amp;&amp; lmatrixrowt_y =</div><div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160;    <a class="code" href="namespacedata.html#af02d5f2addd5b5815d5efb7db12ffeba">data::toMatrixRowTrans</a></div><div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160;    (aiiterator_instfirst,</div><div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;::getHomogeneousCoord()</div><div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160;     );</div><div class="line"><a name="l00784"></a><span class="lineno">  784</span>&#160;  </div><div class="line"><a name="l00785"></a><span class="lineno">  785</span>&#160;  std::vector&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;&amp;&amp;</div><div class="line"><a name="l00786"></a><span class="lineno">  786</span>&#160;    lvector_meanFeactures =</div><div class="line"><a name="l00787"></a><span class="lineno">  787</span>&#160;    <a class="code" href="namespacestats.html#a9997daae39cbd737fb66c52d182e8e6b">meanRow</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0)),decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;</div><div class="line"><a name="l00788"></a><span class="lineno">  788</span>&#160;    (lmatrixrowt_y);</div><div class="line"><a name="l00789"></a><span class="lineno">  789</span>&#160;</div><div class="line"><a name="l00790"></a><span class="lineno">  790</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_i = 0; luintidx_i &lt; lmatrixrowt_y.getNumRows(); ++luintidx_i) {</div><div class="line"><a name="l00791"></a><span class="lineno">  791</span>&#160;</div><div class="line"><a name="l00792"></a><span class="lineno">  792</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a3ef732d695e1172d5e8404cc0e44865a">interfacesse::transy</a></div><div class="line"><a name="l00793"></a><span class="lineno">  793</span>&#160;      (lmatrixrowt_y.getRow(luintidx_i),</div><div class="line"><a name="l00794"></a><span class="lineno">  794</span>&#160;       -lvector_meanFeactures[luintidx_i],</div><div class="line"><a name="l00795"></a><span class="lineno">  795</span>&#160;       lmatrixrowt_y.getNumColumns()</div><div class="line"><a name="l00796"></a><span class="lineno">  796</span>&#160;       );</div><div class="line"><a name="l00797"></a><span class="lineno">  797</span>&#160;  }</div><div class="line"><a name="l00798"></a><span class="lineno">  798</span>&#160;  </div><div class="line"><a name="l00799"></a><span class="lineno">  799</span>&#160;  <span class="comment">/* Y&#39; * Y</span></div><div class="line"><a name="l00800"></a><span class="lineno">  800</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l00801"></a><span class="lineno">  801</span>&#160;  <span class="keyword">const</span> decltype((*aiiterator_instfirst)-&gt;getAttribute(0))</div><div class="line"><a name="l00802"></a><span class="lineno">  802</span>&#160;    lirt_alpha =</div><div class="line"><a name="l00803"></a><span class="lineno">  803</span>&#160;    decltype((*aiiterator_instfirst)-&gt;getAttribute(0))(1.0) /</div><div class="line"><a name="l00804"></a><span class="lineno">  804</span>&#160;    (decltype((*aiiterator_instfirst)-&gt;getAttribute(0))) ( lmatrixrowt_y.getNumColumns()-1);</div><div class="line"><a name="l00805"></a><span class="lineno">  805</span>&#160;  <a class="code" href="namespaceinterfacesse.html#a47f4a833d2730f3a501bbb9b2b095e62">interfacesse::gemm</a></div><div class="line"><a name="l00806"></a><span class="lineno">  806</span>&#160;    (lomatrixrowt_varcovar,</div><div class="line"><a name="l00807"></a><span class="lineno">  807</span>&#160;     lmatrixrowt_y,</div><div class="line"><a name="l00808"></a><span class="lineno">  808</span>&#160;     lmatrixrowt_y,</div><div class="line"><a name="l00809"></a><span class="lineno">  809</span>&#160;     <a class="code" href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc">mat::CblasNoTrans</a>,</div><div class="line"><a name="l00810"></a><span class="lineno">  810</span>&#160;     <a class="code" href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca7be3ad7c13980db82bca9bf6df31567f">mat::CblasTrans</a>,</div><div class="line"><a name="l00811"></a><span class="lineno">  811</span>&#160;     lirt_alpha,</div><div class="line"><a name="l00812"></a><span class="lineno">  812</span>&#160;     0.0</div><div class="line"><a name="l00813"></a><span class="lineno">  813</span>&#160;     );</div><div class="line"><a name="l00814"></a><span class="lineno">  814</span>&#160; </div><div class="line"><a name="l00815"></a><span class="lineno">  815</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00816"></a><span class="lineno">  816</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00817"></a><span class="lineno">  817</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00818"></a><span class="lineno">  818</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00819"></a><span class="lineno">  819</span>&#160;      std::ostringstream lostrstream_labelCovarMatrix;</div><div class="line"><a name="l00820"></a><span class="lineno">  820</span>&#160;    lostrstream_labelCovarMatrix</div><div class="line"><a name="l00821"></a><span class="lineno">  821</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;&lt;COVARMATRIX:&quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00822"></a><span class="lineno">  822</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:lomatrixrowt_varcovar[&quot;</span> &lt;&lt; &amp;lomatrixrowt_varcovar &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l00823"></a><span class="lineno">  823</span>&#160;    lomatrixrowt_varcovar.print(std::cout,lostrstream_labelCovarMatrix.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00824"></a><span class="lineno">  824</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00825"></a><span class="lineno">  825</span>&#160;  }</div><div class="line"><a name="l00826"></a><span class="lineno">  826</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00827"></a><span class="lineno">  827</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00828"></a><span class="lineno">  828</span>&#160;</div><div class="line"><a name="l00829"></a><span class="lineno">  829</span>&#160;  <span class="keywordflow">return</span> lomatrixrowt_varcovar;</div><div class="line"><a name="l00830"></a><span class="lineno">  830</span>&#160;</div><div class="line"><a name="l00831"></a><span class="lineno">  831</span>&#160;}</div><div class="line"><a name="l00832"></a><span class="lineno">  832</span>&#160;</div><div class="line"><a name="l00833"></a><span class="lineno">  833</span>&#160;</div><div class="line"><a name="l00839"></a><span class="lineno">  839</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_FEATURE&gt;</div><div class="line"><a name="l00840"></a><span class="lineno">  840</span>&#160;<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a> </div><div class="line"><a name="l00841"></a><span class="lineno">  841</span>&#160;<a class="code" href="namespacestats.html#adf9325db882d4cc7474c23f2eff7dd39">getMatrixDiagonal</a></div><div class="line"><a name="l00842"></a><span class="lineno"><a class="line" href="namespacestats.html#adf9325db882d4cc7474c23f2eff7dd39">  842</a></span>&#160;(T_FEATURE* aiarrayt_varianceFeactures)</div><div class="line"><a name="l00843"></a><span class="lineno">  843</span>&#160;{</div><div class="line"><a name="l00844"></a><span class="lineno">  844</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00845"></a><span class="lineno">  845</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::getMatrixDiagonal&quot;</span>; </div><div class="line"><a name="l00846"></a><span class="lineno">  846</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00847"></a><span class="lineno">  847</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00848"></a><span class="lineno">  848</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00849"></a><span class="lineno">  849</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00850"></a><span class="lineno">  850</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input aiarrayt_varianceFeactures[&quot;</span> &lt;&lt; aiarrayt_varianceFeactures &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00851"></a><span class="lineno">  851</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00852"></a><span class="lineno">  852</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00853"></a><span class="lineno">  853</span>&#160;  }</div><div class="line"><a name="l00854"></a><span class="lineno">  854</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00855"></a><span class="lineno">  855</span>&#160;</div><div class="line"><a name="l00856"></a><span class="lineno">  856</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a> lomatrix_distWeight</div><div class="line"><a name="l00857"></a><span class="lineno">  857</span>&#160;    (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00858"></a><span class="lineno">  858</span>&#160;     <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00859"></a><span class="lineno">  859</span>&#160;     );</div><div class="line"><a name="l00860"></a><span class="lineno">  860</span>&#160;  lomatrix_distWeight.<a class="code" href="classmat_1_1_matrix_row.html#a1070fba1c0ec0fbaa309f141817be412">initialize</a>();</div><div class="line"><a name="l00861"></a><span class="lineno">  861</span>&#160; </div><div class="line"><a name="l00862"></a><span class="lineno">  862</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lst_i = 0; lst_i &lt; lomatrix_distWeight.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lst_i++) {</div><div class="line"><a name="l00863"></a><span class="lineno">  863</span>&#160;</div><div class="line"><a name="l00864"></a><span class="lineno">  864</span>&#160;    <span class="keywordflow">if</span> ( aiarrayt_varianceFeactures[lst_i]  == 0.0 ) {</div><div class="line"><a name="l00865"></a><span class="lineno">  865</span>&#160;      std::ostringstream lostrstream_errormsj;</div><div class="line"><a name="l00866"></a><span class="lineno">  866</span>&#160;      lostrstream_errormsj</div><div class="line"><a name="l00867"></a><span class="lineno">  867</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;\n\nstats::getMatrixDiagonal: &quot;</span></div><div class="line"><a name="l00868"></a><span class="lineno">  868</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;the atributo &quot;</span></div><div class="line"><a name="l00869"></a><span class="lineno">  869</span>&#160;        &lt;&lt; lst_i + 1</div><div class="line"><a name="l00870"></a><span class="lineno">  870</span>&#160;        &lt;&lt; <span class="stringliteral">&quot; of the instances has zero variance,\nit is not possible to calculate 1/var\n\n&quot;</span>;</div><div class="line"><a name="l00871"></a><span class="lineno">  871</span>&#160;      <span class="keywordflow">throw</span> std::runtime_error(lostrstream_errormsj.str());</div><div class="line"><a name="l00872"></a><span class="lineno">  872</span>&#160;    }</div><div class="line"><a name="l00873"></a><span class="lineno">  873</span>&#160;    lomatrix_distWeight(lst_i, lst_i) = 1.0 / aiarrayt_varianceFeactures[lst_i];</div><div class="line"><a name="l00874"></a><span class="lineno">  874</span>&#160;  }</div><div class="line"><a name="l00875"></a><span class="lineno">  875</span>&#160;</div><div class="line"><a name="l00876"></a><span class="lineno">  876</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00877"></a><span class="lineno">  877</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00878"></a><span class="lineno">  878</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00879"></a><span class="lineno">  879</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00880"></a><span class="lineno">  880</span>&#160;    std::ostringstream lostrstream_labelWeightMatrix;</div><div class="line"><a name="l00881"></a><span class="lineno">  881</span>&#160;    lostrstream_labelWeightMatrix</div><div class="line"><a name="l00882"></a><span class="lineno">  882</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;&lt;WEIGHTMATRIX:&quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00883"></a><span class="lineno">  883</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:lomatrix_distWeight[&quot;</span> &lt;&lt; &amp;lomatrix_distWeight &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l00884"></a><span class="lineno">  884</span>&#160;    lomatrix_distWeight.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a>(std::cout,lostrstream_labelWeightMatrix.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00885"></a><span class="lineno">  885</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00886"></a><span class="lineno">  886</span>&#160;  }</div><div class="line"><a name="l00887"></a><span class="lineno">  887</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00888"></a><span class="lineno">  888</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00889"></a><span class="lineno">  889</span>&#160;  </div><div class="line"><a name="l00890"></a><span class="lineno">  890</span>&#160;  <span class="keywordflow">return</span> lomatrix_distWeight;</div><div class="line"><a name="l00891"></a><span class="lineno">  891</span>&#160;</div><div class="line"><a name="l00892"></a><span class="lineno">  892</span>&#160;}</div><div class="line"><a name="l00893"></a><span class="lineno">  893</span>&#160;</div><div class="line"><a name="l00894"></a><span class="lineno">  894</span>&#160;</div><div class="line"><a name="l00901"></a><span class="lineno">  901</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR&gt;</div><div class="line"><a name="l00902"></a><span class="lineno">  902</span>&#160;<span class="keyword">auto</span> </div><div class="line"><a name="l00903"></a><span class="lineno">  903</span>&#160;<a class="code" href="namespacestats.html#af148eebdd4a419378daf0425678395c6">getMatrixMahalonobis</a></div><div class="line"><a name="l00904"></a><span class="lineno"><a class="line" href="namespacestats.html#af148eebdd4a419378daf0425678395c6">  904</a></span>&#160;(INPUT_ITERATOR       aiiterator_instfirst,</div><div class="line"><a name="l00905"></a><span class="lineno">  905</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR aiiterator_instlast</div><div class="line"><a name="l00906"></a><span class="lineno">  906</span>&#160; ) -&gt; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt; </div><div class="line"><a name="l00907"></a><span class="lineno">  907</span>&#160;{</div><div class="line"><a name="l00908"></a><span class="lineno">  908</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00909"></a><span class="lineno">  909</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;stats::getMatrixMahalonobis&quot;</span>; </div><div class="line"><a name="l00910"></a><span class="lineno">  910</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00911"></a><span class="lineno">  911</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00912"></a><span class="lineno">  912</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00913"></a><span class="lineno">  913</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00914"></a><span class="lineno">  914</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR: aiiterator_instfirst[&quot;</span> &lt;&lt; &amp;aiiterator_instfirst</div><div class="line"><a name="l00915"></a><span class="lineno">  915</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR: aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast</div><div class="line"><a name="l00916"></a><span class="lineno">  916</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00917"></a><span class="lineno">  917</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00918"></a><span class="lineno">  918</span>&#160;  }</div><div class="line"><a name="l00919"></a><span class="lineno">  919</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00920"></a><span class="lineno">  920</span>&#160;  </div><div class="line"><a name="l00921"></a><span class="lineno">  921</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow</a>&lt;decltype((*aiiterator_instfirst)-&gt;getAttribute(0))&gt;&amp;&amp; lomatrix_distWeight =</div><div class="line"><a name="l00922"></a><span class="lineno">  922</span>&#160;    <a class="code" href="namespacestats.html#a91d3e4bd49b1fdf4eaf355092becd6bc">stats::matrixVarcovar</a> </div><div class="line"><a name="l00923"></a><span class="lineno">  923</span>&#160;    (aiiterator_instfirst,</div><div class="line"><a name="l00924"></a><span class="lineno">  924</span>&#160;     aiiterator_instlast</div><div class="line"><a name="l00925"></a><span class="lineno">  925</span>&#160;     );</div><div class="line"><a name="l00926"></a><span class="lineno">  926</span>&#160;</div><div class="line"><a name="l00927"></a><span class="lineno">  927</span>&#160;  <span class="keywordflow">if</span> ( <a class="code" href="namespacemat.html#a13185fa17b186523e49b2afb2347c4de">mat::inverse</a>(lomatrix_distWeight)  &gt; 0) {</div><div class="line"><a name="l00928"></a><span class="lineno">  928</span>&#160;    <span class="keywordflow">throw</span> std::runtime_error</div><div class="line"><a name="l00929"></a><span class="lineno">  929</span>&#160;      (<span class="stringliteral">&quot;\n\nstats::getMatrixMahalonobis: &quot;</span></div><div class="line"><a name="l00930"></a><span class="lineno">  930</span>&#160;       <span class="stringliteral">&quot;interfacelapack_tgetrf failed to compute inverse matrix,\nsome attribute of the instances is dependent\n\n&quot;</span></div><div class="line"><a name="l00931"></a><span class="lineno">  931</span>&#160;       );</div><div class="line"><a name="l00932"></a><span class="lineno">  932</span>&#160;  }</div><div class="line"><a name="l00933"></a><span class="lineno">  933</span>&#160;</div><div class="line"><a name="l00934"></a><span class="lineno">  934</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00935"></a><span class="lineno">  935</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00936"></a><span class="lineno">  936</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00937"></a><span class="lineno">  937</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00938"></a><span class="lineno">  938</span>&#160;      std::ostringstream lostrstream_labelWeightMatrix;</div><div class="line"><a name="l00939"></a><span class="lineno">  939</span>&#160;    lostrstream_labelWeightMatrix</div><div class="line"><a name="l00940"></a><span class="lineno">  940</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;&lt;WEIGHTMATRIX:&quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00941"></a><span class="lineno">  941</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:lomatrix_distWeight[&quot;</span> &lt;&lt; &amp;lomatrix_distWeight &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l00942"></a><span class="lineno">  942</span>&#160;    lomatrix_distWeight.print(std::cout,lostrstream_labelWeightMatrix.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00943"></a><span class="lineno">  943</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00944"></a><span class="lineno">  944</span>&#160;  }</div><div class="line"><a name="l00945"></a><span class="lineno">  945</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00946"></a><span class="lineno">  946</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00947"></a><span class="lineno">  947</span>&#160;</div><div class="line"><a name="l00948"></a><span class="lineno">  948</span>&#160;  <span class="keywordflow">return</span> lomatrix_distWeight;</div><div class="line"><a name="l00949"></a><span class="lineno">  949</span>&#160;</div><div class="line"><a name="l00950"></a><span class="lineno">  950</span>&#160;}</div><div class="line"><a name="l00951"></a><span class="lineno">  951</span>&#160;</div><div class="line"><a name="l00962"></a><span class="lineno">  962</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00963"></a><span class="lineno">  963</span>&#160;             <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00964"></a><span class="lineno">  964</span>&#160;             &gt; </div><div class="line"><a name="l00965"></a><span class="lineno">  965</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00966"></a><span class="lineno">  966</span>&#160;<a class="code" href="namespacestats.html#a09587632e3c4855da191bc7439c593f0">transform</a></div><div class="line"><a name="l00967"></a><span class="lineno"><a class="line" href="namespacestats.html#a09587632e3c4855da191bc7439c593f0">  967</a></span>&#160;(INPUT_ITERATOR                   aiiterator_instfirst,</div><div class="line"><a name="l00968"></a><span class="lineno">  968</span>&#160;<span class="keyword">const</span> INPUT_ITERATOR              aiiterator_instlast,</div><div class="line"><a name="l00969"></a><span class="lineno">  969</span>&#160;<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>   &amp;aimatrixrow_transform</div><div class="line"><a name="l00970"></a><span class="lineno">  970</span>&#160;)</div><div class="line"><a name="l00971"></a><span class="lineno">  971</span>&#160;{</div><div class="line"><a name="l00972"></a><span class="lineno">  972</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00973"></a><span class="lineno">  973</span>&#160;  INPUT_ITERATOR  literator_instfirst =  aiiterator_instfirst;</div><div class="line"><a name="l00974"></a><span class="lineno">  974</span>&#160;   ++geiinparam_verbose;</div><div class="line"><a name="l00975"></a><span class="lineno">  975</span>&#160;   <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00976"></a><span class="lineno">  976</span>&#160;     std::cout &lt;&lt; <span class="stringliteral">&quot;stats::transform  IN&quot;</span></div><div class="line"><a name="l00977"></a><span class="lineno">  977</span>&#160;               &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00978"></a><span class="lineno">  978</span>&#160;               &lt;&lt; <span class="stringliteral">&quot;(input INPUT_ITERATOR aiiterator_instfirst[&quot;</span></div><div class="line"><a name="l00979"></a><span class="lineno">  979</span>&#160;               &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00980"></a><span class="lineno">  980</span>&#160;               &lt;&lt; <span class="stringliteral">&quot; input INPUT_ITERATOR aiiterator_instlast[&quot;</span></div><div class="line"><a name="l00981"></a><span class="lineno">  981</span>&#160;               &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00982"></a><span class="lineno">  982</span>&#160;               &lt;&lt; <span class="stringliteral">&quot;\n\t input  MatrixColumn&lt;T_FEATURE&gt;: &amp;aimatrixrow_transform[&quot;</span> </div><div class="line"><a name="l00983"></a><span class="lineno">  983</span>&#160;               &lt;&lt; &amp;aimatrixrow_transform</div><div class="line"><a name="l00984"></a><span class="lineno">  984</span>&#160;               &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00985"></a><span class="lineno">  985</span>&#160;               &lt;&lt; std::endl;</div><div class="line"><a name="l00986"></a><span class="lineno">  986</span>&#160;   }</div><div class="line"><a name="l00987"></a><span class="lineno">  987</span>&#160;<span class="preprocessor">#endif // __VERBOSE_YES</span></div><div class="line"><a name="l00988"></a><span class="lineno">  988</span>&#160;</div><div class="line"><a name="l00989"></a><span class="lineno">  989</span>&#160;   <span class="keywordflow">if</span> (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getHomogeneousCoord</a>() == <span class="keyword">false</span>)</div><div class="line"><a name="l00990"></a><span class="lineno">  990</span>&#160;     <span class="keywordflow">throw</span>  std::invalid_argument(<span class="stringliteral">&quot;stats::transform: instances to be homogeneous coord&quot;</span>);</div><div class="line"><a name="l00991"></a><span class="lineno">  991</span>&#160;   </div><div class="line"><a name="l00992"></a><span class="lineno">  992</span>&#160;   T_FEATURE *larrayt_instFeactureTrans</div><div class="line"><a name="l00993"></a><span class="lineno">  993</span>&#160;     = <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l00994"></a><span class="lineno">  994</span>&#160; </div><div class="line"><a name="l00995"></a><span class="lineno">  995</span>&#160;   <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00996"></a><span class="lineno">  996</span>&#160;</div><div class="line"><a name="l00997"></a><span class="lineno">  997</span>&#160;     T_FEATURE* linstfeacture_inter =</div><div class="line"><a name="l00998"></a><span class="lineno">  998</span>&#160;       ((<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst)-&gt;getFeatures();</div><div class="line"><a name="l00999"></a><span class="lineno">  999</span>&#160;     </div><div class="line"><a name="l01000"></a><span class="lineno"> 1000</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a20b4ab13ada231e7ba92e3d98c4cd602">interfacesse::gemv</a></div><div class="line"><a name="l01001"></a><span class="lineno"> 1001</span>&#160;          (larrayt_instFeactureTrans,</div><div class="line"><a name="l01002"></a><span class="lineno"> 1002</span>&#160;           aimatrixrow_transform,</div><div class="line"><a name="l01003"></a><span class="lineno"> 1003</span>&#160;           linstfeacture_inter</div><div class="line"><a name="l01004"></a><span class="lineno"> 1004</span>&#160;           );</div><div class="line"><a name="l01005"></a><span class="lineno"> 1005</span>&#160;        </div><div class="line"><a name="l01006"></a><span class="lineno"> 1006</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="line"><a name="l01007"></a><span class="lineno"> 1007</span>&#160;          (linstfeacture_inter,</div><div class="line"><a name="l01008"></a><span class="lineno"> 1008</span>&#160;           larrayt_instFeactureTrans,</div><div class="line"><a name="l01009"></a><span class="lineno"> 1009</span>&#160;           <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l01010"></a><span class="lineno"> 1010</span>&#160;           );     </div><div class="line"><a name="l01011"></a><span class="lineno"> 1011</span>&#160;   }</div><div class="line"><a name="l01012"></a><span class="lineno"> 1012</span>&#160;     </div><div class="line"><a name="l01013"></a><span class="lineno"> 1013</span>&#160;</div><div class="line"><a name="l01014"></a><span class="lineno"> 1014</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES </span></div><div class="line"><a name="l01015"></a><span class="lineno"> 1015</span>&#160;   <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01016"></a><span class="lineno"> 1016</span>&#160;     std::cout &lt;&lt; <span class="stringliteral">&quot;stats::transform OUT&quot;</span></div><div class="line"><a name="l01017"></a><span class="lineno"> 1017</span>&#160;               &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span>;  </div><div class="line"><a name="l01018"></a><span class="lineno"> 1018</span>&#160;     ++geiinparam_verbose;</div><div class="line"><a name="l01019"></a><span class="lineno"> 1019</span>&#160;     <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01020"></a><span class="lineno"> 1020</span>&#160;       <span class="keywordflow">for</span> (; literator_instfirst != aiiterator_instlast; ++literator_instfirst) {</div><div class="line"><a name="l01021"></a><span class="lineno"> 1021</span>&#160;         <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l01022"></a><span class="lineno"> 1022</span>&#160;           (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *literator_instfirst;</div><div class="line"><a name="l01023"></a><span class="lineno"> 1023</span>&#160;         std::cout &lt;&lt; *linst_inter &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01024"></a><span class="lineno"> 1024</span>&#160;       }</div><div class="line"><a name="l01025"></a><span class="lineno"> 1025</span>&#160;     }</div><div class="line"><a name="l01026"></a><span class="lineno"> 1026</span>&#160;     --geiinparam_verbose;</div><div class="line"><a name="l01027"></a><span class="lineno"> 1027</span>&#160;     std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01028"></a><span class="lineno"> 1028</span>&#160;   }</div><div class="line"><a name="l01029"></a><span class="lineno"> 1029</span>&#160;   --geiinparam_verbose;</div><div class="line"><a name="l01030"></a><span class="lineno"> 1030</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01031"></a><span class="lineno"> 1031</span>&#160;</div><div class="line"><a name="l01032"></a><span class="lineno"> 1032</span>&#160;   <span class="keyword">delete</span>[] larrayt_instFeactureTrans;</div><div class="line"><a name="l01033"></a><span class="lineno"> 1033</span>&#160;}</div><div class="line"><a name="l01034"></a><span class="lineno"> 1034</span>&#160;</div><div class="line"><a name="l01035"></a><span class="lineno"> 1035</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_IDX,</div><div class="line"><a name="l01036"></a><span class="lineno"> 1036</span>&#160;           <span class="keyword">typename</span> T</div><div class="line"><a name="l01037"></a><span class="lineno"> 1037</span>&#160;         &gt;</div><div class="line"><a name="l01038"></a><span class="lineno"><a class="line" href="namespacestats.html#a94939ff1ecbe4d9c96a2e92436bc85b5"> 1038</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="namespacestats.html#a94939ff1ecbe4d9c96a2e92436bc85b5">rank</a>(std::vector&lt;std::pair&lt;T_IDX,T&gt; &gt; &amp;aiovectorpair_rank)</div><div class="line"><a name="l01039"></a><span class="lineno"> 1039</span>&#160;{</div><div class="line"><a name="l01040"></a><span class="lineno"> 1040</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_n = (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) aiovectorpair_rank.size();</div><div class="line"><a name="l01041"></a><span class="lineno"> 1041</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 1, lui_ji, lui_jt;</div><div class="line"><a name="l01042"></a><span class="lineno"> 1042</span>&#160;  T       lt_rank;</div><div class="line"><a name="l01043"></a><span class="lineno"> 1043</span>&#160;</div><div class="line"><a name="l01044"></a><span class="lineno"> 1044</span>&#160;  std::sort</div><div class="line"><a name="l01045"></a><span class="lineno"> 1045</span>&#160;    (aiovectorpair_rank.begin(),</div><div class="line"><a name="l01046"></a><span class="lineno"> 1046</span>&#160;     aiovectorpair_rank.end(),</div><div class="line"><a name="l01047"></a><span class="lineno"> 1047</span>&#160; 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   <span class="keywordflow">if</span> ( aiovectorpair_rank[lui_j].second != aiovectorpair_rank[lui_j-1].second) {</div><div class="line"><a name="l01057"></a><span class="lineno"> 1057</span>&#160;      aiovectorpair_rank[lui_j-1].second = lui_j;</div><div class="line"><a name="l01058"></a><span class="lineno"> 1058</span>&#160;      ++lui_j;</div><div class="line"><a name="l01059"></a><span class="lineno"> 1059</span>&#160;    } <span class="keywordflow">else</span> {</div><div class="line"><a name="l01060"></a><span class="lineno"> 1060</span>&#160;      <span class="keywordflow">for</span> (lui_jt=lui_j+1;</div><div class="line"><a name="l01061"></a><span class="lineno"> 1061</span>&#160;           lui_jt &lt;= lui_n &amp;&amp; aiovectorpair_rank[lui_jt-1].second</div><div class="line"><a name="l01062"></a><span class="lineno"> 1062</span>&#160;             == aiovectorpair_rank[lui_j-1].second;</div><div class="line"><a name="l01063"></a><span class="lineno"> 1063</span>&#160;           lui_jt++);</div><div class="line"><a name="l01064"></a><span class="lineno"> 1064</span>&#160;      lt_rank = 0.5*(lui_j+lui_jt-1);</div><div class="line"><a name="l01065"></a><span class="lineno"> 1065</span>&#160;      <span class="keywordflow">for</span> (lui_ji=lui_j;lui_ji&lt;=(lui_jt-1);lui_ji++)</div><div class="line"><a name="l01066"></a><span class="lineno"> 1066</span>&#160;        aiovectorpair_rank[lui_ji-1].second = lt_rank;</div><div class="line"><a name="l01067"></a><span class="lineno"> 1067</span>&#160;      <span class="comment">//T lt_t = lui_jt-lui_j;</span></div><div class="line"><a name="l01068"></a><span class="lineno"> 1068</span>&#160;      lui_j=lui_jt;</div><div class="line"><a name="l01069"></a><span class="lineno"> 1069</span>&#160;    }</div><div class="line"><a name="l01070"></a><span class="lineno"> 1070</span>&#160;  } </div><div class="line"><a name="l01071"></a><span class="lineno"> 1071</span>&#160;  <span class="keywordflow">if</span>( lui_j== lui_n) aiovectorpair_rank[lui_n-1].second=lui_n;</div><div class="line"><a name="l01072"></a><span class="lineno"> 1072</span>&#160;</div><div class="line"><a name="l01073"></a><span class="lineno"> 1073</span>&#160;  std::sort</div><div class="line"><a name="l01074"></a><span class="lineno"> 1074</span>&#160;    (aiovectorpair_rank.begin(),</div><div class="line"><a name="l01075"></a><span class="lineno"> 1075</span>&#160;     aiovectorpair_rank.end(),</div><div class="line"><a name="l01076"></a><span class="lineno"> 1076</span>&#160;     [](<span class="keyword">const</span> std::pair&lt;T_IDX,T&gt; &amp;lpair_a,</div><div class="line"><a name="l01077"></a><span class="lineno"> 1077</span>&#160;        <span class="keyword">const</span> std::pair&lt;T_IDX,T&gt; &amp;lpair_b</div><div class="line"><a name="l01078"></a><span class="lineno"> 1078</span>&#160;        )</div><div class="line"><a name="l01079"></a><span class="lineno"> 1079</span>&#160;     {</div><div class="line"><a name="l01080"></a><span class="lineno"> 1080</span>&#160;       <span class="keywordflow">return</span> lpair_a.first &lt; lpair_b.first;</div><div class="line"><a name="l01081"></a><span class="lineno"> 1081</span>&#160;     }</div><div class="line"><a name="l01082"></a><span class="lineno"> 1082</span>&#160;     );  </div><div class="line"><a name="l01083"></a><span class="lineno"> 1083</span>&#160;}</div><div class="line"><a name="l01084"></a><span class="lineno"> 1084</span>&#160;  </div><div class="line"><a name="l01085"></a><span class="lineno"> 1085</span>&#160;} <span class="comment">/*END namespace stats</span></div><div class="line"><a name="l01086"></a><span class="lineno"> 1086</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l01087"></a><span class="lineno"> 1087</span>&#160;</div><div class="line"><a name="l01088"></a><span class="lineno"> 1088</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__STATS_INSTANCES_HPP*/</span><span class="preprocessor"></span></div><div class="ttc" id="namespacestats_html_a94939ff1ecbe4d9c96a2e92436bc85b5"><div class="ttname"><a href="namespacestats.html#a94939ff1ecbe4d9c96a2e92436bc85b5">stats::rank</a></div><div class="ttdeci">void rank(std::vector&lt; std::pair&lt; T_IDX, T &gt; &gt; &amp;aiovectorpair_rank)</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l01038">stats_instances.hpp:1038</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a1070fba1c0ec0fbaa309f141817be412"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a1070fba1c0ec0fbaa309f141817be412">mat::MatrixRow::initialize</a></div><div class="ttdeci">void initialize(const T_FEATURE ait_value=T_FEATURE(0))</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00129">matrix.hpp:129</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ac500eedd5e203327d3292f8ab22d8f3e"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">mat::MatrixBase::getNumRows</a></div><div class="ttdeci">const uintidx getNumRows() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00076">matrix_base.hpp:76</a></div></div>
<div class="ttc" id="namespacestats_html_a61ea16e97e098fc1598f4a2975cb0a24"><div class="ttname"><a href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="ttdeci">void meanVector(T_FEATURE *aoarrayt_mean, const T_FEATURE_NUM ait_feactureNum, const T_FEATURE_SUM *aiarrayt_feactureSum, const uintidx aiu_idxVector=0)</div><div class="ttdoc">￼Calculate average of a vector</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00055">stats_instances.hpp:55</a></div></div>
<div class="ttc" id="common_8hpp_html_a3f6c33fb604556cdc425e7aa2289d009"><div class="ttname"><a href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="ttdeci">uint32_t uintidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00020">common.hpp:20</a></div></div>
<div class="ttc" id="namespacestats_html_a2f3cfb3a90ba9b5bdfe177054cdbde56"><div class="ttname"><a href="namespacestats.html#a2f3cfb3a90ba9b5bdfe177054cdbde56">stats::sumFeacturesFreqSQ</a></div><div class="ttdeci">void sumFeacturesFreqSQ(T_FEATURE_SUM *aoarrayt_sumFeacturesSQ, T_FEATURE *aiarrayt_meanFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const FUNCTIONFREQ func_freq)</div><div class="ttdoc">Gets the sum of the difference of the instances with the mean and the result square....</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00464">stats_instances.hpp:464</a></div></div>
<div class="ttc" id="namespacestats_html_af148eebdd4a419378daf0425678395c6"><div class="ttname"><a href="namespacestats.html#af148eebdd4a419378daf0425678395c6">stats::getMatrixMahalonobis</a></div><div class="ttdeci">auto getMatrixMahalonobis(INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast) -&gt; mat::MatrixRow&lt; decltype((*aiiterator_instfirst) -&gt;getAttribute(0))&gt;</div><div class="ttdoc">Get weight matrix Mahalonobis for calculate dist induced   .</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00904">stats_instances.hpp:904</a></div></div>
<div class="ttc" id="namespacestats_html_a27785e3066801ac0756112211985c941"><div class="ttname"><a href="namespacestats.html#a27785e3066801ac0756112211985c941">stats::varTodesvstd</a></div><div class="ttdeci">void varTodesvstd(T_FEATURE *aioarrayt_varTodesvstd)</div><div class="ttdoc">Obtain the standard deviation given the variance.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00536">stats_instances.hpp:536</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a925f44ed84d40e9af5050fa0e1373396"><div class="ttname"><a href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="ttdeci">void copy(T *aoarrayt_y, const T *aiarrayt_x, const uintidx aiui_lengthArray)</div><div class="ttdoc">copy array aoarrayt_x in aoarrayt_y of type T</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00069">interface_level1.hpp:69</a></div></div>
<div class="ttc" id="namespacestats_html_a91d3e4bd49b1fdf4eaf355092becd6bc"><div class="ttname"><a href="namespacestats.html#a91d3e4bd49b1fdf4eaf355092becd6bc">stats::matrixVarcovar</a></div><div class="ttdeci">auto matrixVarcovar(INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast) -&gt; mat::MatrixRow&lt; decltype((*aiiterator_instfirst) -&gt;getAttribute(0))&gt;</div><div class="ttdoc">Get covariance matrix, only for T_FEATURE real.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00752">stats_instances.hpp:752</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html"><div class="ttname"><a href="classmat_1_1_matrix_row.html">mat::MatrixRow</a></div><div class="ttdoc">Matrix store items for row.</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00046">matrix.hpp:46</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html_a90d1eaeb66cc1470bbfdb95434fdb761"><div class="ttname"><a href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance::getNumDimensions</a></div><div class="ttdeci">static uintidx getNumDimensions()</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00145">instance.hpp:145</a></div></div>
<div class="ttc" id="common_8hpp_html"><div class="ttname"><a href="common_8hpp.html">common.hpp</a></div><div class="ttdoc">common</div></div>
<div class="ttc" id="namespaceinterfacesse_html_ae3f94c42a59db65b2941dbfc9f449ea1"><div class="ttname"><a href="namespaceinterfacesse.html#ae3f94c42a59db65b2941dbfc9f449ea1">interfacesse::axpyInv</a></div><div class="ttdeci">void axpyInv(T_INT1 *aoarrayint1_y, const T_INT2 aiint2_alpha, const T_INT3 *aiarrayint3_x, const uintidx aiui_lengthArray)</div><div class="ttdoc">function xAXPY of blas for doubles vectors</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00244">interface_level1.hpp:244</a></div></div>
<div class="ttc" id="namespacestats_html_adf9325db882d4cc7474c23f2eff7dd39"><div class="ttname"><a href="namespacestats.html#adf9325db882d4cc7474c23f2eff7dd39">stats::getMatrixDiagonal</a></div><div class="ttdeci">mat::MatrixRow&lt; T_FEATURE &gt; getMatrixDiagonal(T_FEATURE *aiarrayt_varianceFeactures)</div><div class="ttdoc">Get weight matrix diagonal for calculate dist induced   .</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00842">stats_instances.hpp:842</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_a70200414022ce1479b9ddc16102b12ae"><div class="ttname"><a href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">mat::MatrixBase::getNumColumns</a></div><div class="ttdeci">const uintidx getNumColumns() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00081">matrix_base.hpp:81</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a3ef732d695e1172d5e8404cc0e44865a"><div class="ttname"><a href="namespaceinterfacesse.html#a3ef732d695e1172d5e8404cc0e44865a">interfacesse::transy</a></div><div class="ttdeci">void transy(T *aoarrayt_y, const T ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdoc">translate the aoarrayt_y array</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00356">interface_level1.hpp:356</a></div></div>
<div class="ttc" id="datatype__instance__integer_8hpp_html_a54011d8dea2721bfe1dfbb12eb861fc8"><div class="ttname"><a href="datatype__instance__integer_8hpp.html#a54011d8dea2721bfe1dfbb12eb861fc8">DATATYPE_REAL</a></div><div class="ttdeci">#define DATATYPE_REAL</div><div class="ttdef"><b>Definition:</b> <a href="datatype__instance__integer_8hpp_source.html#l00040">datatype_instance_integer.hpp:40</a></div></div>
<div class="ttc" id="namespacestats_html_a09587632e3c4855da191bc7439c593f0"><div class="ttname"><a href="namespacestats.html#a09587632e3c4855da191bc7439c593f0">stats::transform</a></div><div class="ttdeci">void transform(INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrow_transform)</div><div class="ttdoc">Make a transformation to the instances.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00967">stats_instances.hpp:967</a></div></div>
<div class="ttc" id="namespaceinout_html_a0c10a45877a347dec0d4ec4e5b05b828"><div class="ttname"><a href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="ttdeci">void containerprint(INPUT_ITERATOR iterator_first, INPUT_ITERATOR iterator_last, std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',')</div><div class="ttdef"><b>Definition:</b> <a href="container__out_8hpp_source.html#l00050">container_out.hpp:50</a></div></div>
<div class="ttc" id="namespacestats_html_a613d1db29f5e2b636315f547fb1ba89a"><div class="ttname"><a href="namespacestats.html#a613d1db29f5e2b636315f547fb1ba89a">stats::sumFeacturesFreq</a></div><div class="ttdeci">uintidx sumFeacturesFreq(T_FEATURE_SUM *aoarrayt_sumFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const T_FEATURE ait_initialValue, const FUNCTIONFREQ func_freq)</div><div class="ttdoc">Add the instances with frequency by attributes.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00221">stats_instances.hpp:221</a></div></div>
<div class="ttc" id="namespacestats_html_a6b3be9207e48f3af2c75ad45db17ac70"><div class="ttname"><a href="namespacestats.html#a6b3be9207e48f3af2c75ad45db17ac70">stats::sumFeacturesSQ</a></div><div class="ttdeci">void sumFeacturesSQ(T_FEATURE_SUM *aoarrayt_sumFeacturesSQ, T_FEATURE *aiarrayt_meanFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdoc">Gets the sum of the difference of the instances with the mean and the result square.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00388">stats_instances.hpp:388</a></div></div>
<div class="ttc" id="namespacestats_html_a61fb958f0ffbfa6d41efd10f6e71f062"><div class="ttname"><a href="namespacestats.html#a61fb958f0ffbfa6d41efd10f6e71f062">stats::maxFeatures</a></div><div class="ttdeci">void maxFeatures(T_FEATURE *aoarrayt_maxFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdoc">Obtain the maximum attributes of the instances.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00681">stats_instances.hpp:681</a></div></div>
<div class="ttc" id="linear__algebra__level2_8hpp_html"><div class="ttname"><a href="linear__algebra__level2_8hpp.html">linear_algebra_level2.hpp</a></div><div class="ttdoc">linear algebra level 2</div></div>
<div class="ttc" id="namespaceinterfacesse_html_aa4b94bf2bf8cb7c437fa3feba8b70ff8"><div class="ttname"><a href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="ttdeci">void copya(T *aoarrayt_x, const T ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdoc">Initializes the array with a constant .</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00046">interface_level1.hpp:46</a></div></div>
<div class="ttc" id="linear__algebra__level1_8hpp_html"><div class="ttname"><a href="linear__algebra__level1_8hpp.html">linear_algebra_level1.hpp</a></div><div class="ttdoc">linear algebra level1</div></div>
<div class="ttc" id="namespaceinterfacesse_html_a47f4a833d2730f3a501bbb9b2b095e62"><div class="ttname"><a href="namespaceinterfacesse.html#a47f4a833d2730f3a501bbb9b2b095e62">interfacesse::gemm</a></div><div class="ttdeci">void gemm(mat::MatrixRow&lt; T &gt; &amp;aomatrixrowt_C, const mat::MatrixRow&lt; T &gt; &amp;aimatrixrowt_A, const mat::MatrixRow&lt; T &gt; &amp;aimatrixrowt_B, const enum mat::TRANSPOSE aienum_transA=mat::CblasNoTrans, const enum mat::TRANSPOSE aienum_transB=mat::CblasNoTrans, const T airt_alpha=1.0, const T airt_beta=0.0)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level2_8hpp_source.html#l00074">interface_level2.hpp:74</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a5391a205367fbaac82a26ddc377a80af"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">mat::MatrixRow::getRow</a></div><div class="ttdeci">const T_FEATURE * getRow(const uintidx i) const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00181">matrix.hpp:181</a></div></div>
<div class="ttc" id="namespacemat_html_ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc"><div class="ttname"><a href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc">mat::CblasNoTrans</a></div><div class="ttdef"><b>Definition:</b> <a href="common__interfacelapack_8hpp_source.html#l00025">common_interfacelapack.hpp:25</a></div></div>
<div class="ttc" id="namespacestats_html_a9997daae39cbd737fb66c52d182e8e6b"><div class="ttname"><a href="namespacestats.html#a9997daae39cbd737fb66c52d182e8e6b">stats::meanRow</a></div><div class="ttdeci">std::vector&lt; T_FEATURE &gt; meanRow(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_instances)</div><div class="ttdoc">Obtiene un vector con la media de una matriz por columnas.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00310">stats_instances.hpp:310</a></div></div>
<div class="ttc" id="namespacestats_html_ad05deabf843908b6a0be813c39a346cd"><div class="ttname"><a href="namespacestats.html#ad05deabf843908b6a0be813c39a346cd">stats::minFeatures</a></div><div class="ttdeci">void minFeatures(T_FEATURE *aoarrayt_minFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdoc">Obtain the minimum attributes of the instances.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00608">stats_instances.hpp:608</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a156313f6aa515994b76321ff03780b16"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">mat::MatrixRow::print</a></div><div class="ttdeci">virtual void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',', const char aic_delimRow='\n') const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00336">matrix.hpp:336</a></div></div>
<div class="ttc" id="datatype__instance__integer_8hpp_html_a6d657743c04f034ae4a883461c64ece4"><div class="ttname"><a href="datatype__instance__integer_8hpp.html#a6d657743c04f034ae4a883461c64ece4">DATATYPE_CENTROIDS_ROUND</a></div><div class="ttdeci">#define DATATYPE_CENTROIDS_ROUND</div><div class="ttdef"><b>Definition:</b> <a href="datatype__instance__integer_8hpp_source.html#l00025">datatype_instance_integer.hpp:25</a></div></div>
<div class="ttc" id="matrix__operation_8hpp_html"><div class="ttname"><a href="matrix__operation_8hpp.html">matrix_operation.hpp</a></div><div class="ttdoc">matrix operation</div></div>
<div class="ttc" id="classdata_1_1_instance_html_aa6ee19c383a86228b3d134e42bdb6830"><div class="ttname"><a href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">data::Instance::getFeatures</a></div><div class="ttdeci">const T_FEATURE * getFeatures() const</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00191">instance.hpp:191</a></div></div>
<div class="ttc" id="namespacestats_html"><div class="ttname"><a href="namespacestats.html">stats</a></div><div class="ttdoc">Model for transforming the data structure of the instances.</div></div>
<div class="ttc" id="container__instance_8hpp_html"><div class="ttname"><a href="container__instance_8hpp.html">container_instance.hpp</a></div><div class="ttdoc">container utilities for instances</div></div>
<div class="ttc" id="namespacedata_html_af02d5f2addd5b5815d5efb7db12ffeba"><div class="ttname"><a href="namespacedata.html#af02d5f2addd5b5815d5efb7db12ffeba">data::toMatrixRowTrans</a></div><div class="ttdeci">auto toMatrixRowTrans(INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, bool aiWithOutHomogeneousCoord) -&gt; mat::MatrixRow&lt; decltype((*aiiterator_instfirst) -&gt;getAttribute(0))&gt;</div><div class="ttdoc">Instaces matrix transpose.</div><div class="ttdef"><b>Definition:</b> <a href="container__instance_8hpp_source.html#l00042">container_instance.hpp:42</a></div></div>
<div class="ttc" id="namespacestats_html_a706b4964413c76c4c7d34ab17985e9e4"><div class="ttname"><a href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="ttdeci">void sumFeactures(T_FEATURE_SUM *aoarrayt_sumFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const T_FEATURE ait_initialValue)</div><div class="ttdoc">Add the instances by attributes.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00141">stats_instances.hpp:141</a></div></div>
<div class="ttc" id="verbose__global_8hpp_html"><div class="ttname"><a href="verbose__global_8hpp.html">verbose_global.hpp</a></div><div class="ttdoc">verbose global</div></div>
<div class="ttc" id="namespacemat_html_a13185fa17b186523e49b2afb2347c4de"><div class="ttname"><a href="namespacemat.html#a13185fa17b186523e49b2afb2347c4de">mat::inverse</a></div><div class="ttdeci">int inverse(mat::MatrixRow&lt; double &gt; &amp;aiomatrix_a)</div><div class="ttdef"><b>Definition:</b> <a href="matop__openblaslapacke_8hpp_source.html#l00262">matop_openblaslapacke.hpp:262</a></div></div>
<div class="ttc" id="namespacemat_html_ac86add9c97be4e3600c2856b56d8c7fca7be3ad7c13980db82bca9bf6df31567f"><div class="ttname"><a href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca7be3ad7c13980db82bca9bf6df31567f">mat::CblasTrans</a></div><div class="ttdef"><b>Definition:</b> <a href="common__interfacelapack_8hpp_source.html#l00025">common_interfacelapack.hpp:25</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html"><div class="ttname"><a href="classdata_1_1_instance.html">data::Instance</a></div><div class="ttdoc">Patterns, usually vectors in a multidimensional space.</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00037">instance.hpp:37</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a20b4ab13ada231e7ba92e3d98c4cd602"><div class="ttname"><a href="namespaceinterfacesse.html#a20b4ab13ada231e7ba92e3d98c4cd602">interfacesse::gemv</a></div><div class="ttdeci">void gemv(T *aoarrayt_y, const mat::MatrixRow&lt; T &gt; &amp;aimatrixrowt_a, const T *aiarrayt_x)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level2_8hpp_source.html#l00043">interface_level2.hpp:43</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a25f6950d589b92fd5bcf2007fb3fae19"><div class="ttname"><a href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a></div><div class="ttdeci">T sum(const T *aoarrayt_y, const uintidx aiui_lengthArray)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00135">interface_level1.hpp:135</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a9dd5fb43ad8a83ee5cb2f5ba1bb2085b"><div class="ttname"><a href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="ttdeci">void axpy(T_INT1 *aoarrayt_y, const T_INT2 ait_alpha, const T_INT3 *aiarrayt_x, const uintidx aiui_lengthArray)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00156">interface_level1.hpp:156</a></div></div>
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